RESEARCH AND MARKETS
1 Intoduction
This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.
2 About me
Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.
3 About the project
3.1 How this project comes to life?
First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.
The tools I used are: Python, Polars, and DuckDB
3.2 The process
The process was done in my local machine, and it was as followed.
4 General graphs
4.1 market research indestry’s yearly new recruit count
4.2 research and markets’s workforce status over the years
5 Workforce sample
5.1 Alberto Brandi
Job title: Senior .net software developer
Associated: True
Socials: https://linkedin.com/in/alberto-tosi-brandi-17656b47 | https://github.com/19bibo85 | https://gravatar.com/bib0
5.1.1 Alberto Brandi’s working period at research and markets
5.1.2 Gantt plot of Alberto Brandi’s experience
5.2 Alejandro Garcia
Job title: Analista
Associated: True
Socials: https://linkedin.com/in/alejandro-garcia-62002210
5.2.1 Alejandro Garcia’s working period at research and markets
5.2.2 Gantt plot of Alejandro Garcia’s experience
5.3 Aleksandra Bolewska
Job title: Head of customer experience
Associated: True
Socials: https://linkedin.com/in/aleksandra-bolewska
5.3.1 Aleksandra Bolewska’s working period at research and markets
5.3.2 Gantt plot of Aleksandra Bolewska’s experience
5.4 Aleksandra Bolewska-Mckenna
Job title: Head of customer experience
Associated: True
Socials: https://linkedin.com/in/aleksandra-bolewska
5.4.1 Aleksandra Bolewska-Mckenna’s working period at research and markets
5.4.2 Gantt plot of Aleksandra Bolewska-Mckenna’s experience
5.5 Andrea Wright
Job title: Content and press release administrator
Associated: True
Socials: https://linkedin.com/in/andrea-wright-629322a7 | https://facebook.com/andrea.wright.581
5.5.1 Andrea Wright’s working period at research and markets
5.5.2 Gantt plot of Andrea Wright’s experience
5.6 Ann Meenagh
Job title: Customer service representative
Associated: True
Socials: https://linkedin.com/in/ann-meenagh-7bab0555
5.6.1 Ann Meenagh’s working period at research and markets
5.6.2 Gantt plot of Ann Meenagh’s experience
5.7 Aoife Rickard
Job title: Direct marketing executive
Associated: True
Socials: https://linkedin.com/in/aoife-rickard-918647
5.7.1 Aoife Rickard’s working period at research and markets
5.7.2 Gantt plot of Aoife Rickard’s experience
5.8 Arianna Pellegrini
Job title: Qc editor
Associated: False
Socials: https://linkedin.com/in/arianna-pellegrini-312aaa3
5.8.1 Arianna Pellegrini’s working period at research and markets
5.8.2 Gantt plot of Arianna Pellegrini’s experience
5.9 Berlian Pradinarsari
Job title: Freelancer
Associated: True
Socials: https://linkedin.com/in/berlian-pradinarsari-05508048
5.9.1 Berlian Pradinarsari’s working period at research and markets
5.9.2 Gantt plot of Berlian Pradinarsari’s experience
5.10 Catriona Rigley
Job title: Content manager
Associated: True
Socials: https://linkedin.com/in/catriona-rigley-04a75824 | https://linkedin.com/in/catrionarigley
5.10.1 Catriona Rigley’s working period at research and markets
5.10.2 Gantt plot of Catriona Rigley’s experience
5.11 Chris Donohoe
Job title: Senior press release sales editor
Associated: True
Socials: https://linkedin.com/in/chris-donohoe-8a733b30
5.11.1 Chris Donohoe’s working period at research and markets
5.11.2 Gantt plot of Chris Donohoe’s experience
5.12 Claire Madden
Job title: Human resources business partner
Associated: True
Socials: https://linkedin.com/in/claire-madden-052608a4
5.12.1 Claire Madden’s working period at research and markets
5.12.2 Gantt plot of Claire Madden’s experience
5.13 Cliff Sheridan
Job title: General manager
Associated: True
Socials: https://linkedin.com/in/cliffsheridan | https://twitter.com/cliffsheridan
5.13.1 Cliff Sheridan’s working period at research and markets
5.13.2 Gantt plot of Cliff Sheridan’s experience
5.14 Cormac Smith
Job title: Data analyst
Associated: True
Socials: https://linkedin.com/in/cormacsmith | https://linkedin.com/in/cormac-smith-a5aa8742
5.14.1 Cormac Smith’s working period at research and markets
5.14.2 Gantt plot of Cormac Smith’s experience
5.15 Damian Pawski
Job title: Software development team lead
Associated: True
Socials: https://linkedin.com/in/damian-pawski-9aa2a728
5.15.1 Damian Pawski’s working period at research and markets
5.15.2 Gantt plot of Damian Pawski’s experience
5.16 Donal Ryan
Job title: Content administration
Associated: True
Socials: https://linkedin.com/in/donal-ryan-b806a920
5.16.1 Donal Ryan’s working period at research and markets
5.16.2 Gantt plot of Donal Ryan’s experience
5.17 Emma Flynn
Job title: Direct market executive
Associated: True
Socials: https://linkedin.com/in/emma-flynn-138b8210a
5.17.1 Emma Flynn’s working period at research and markets
5.17.2 Gantt plot of Emma Flynn’s experience
5.18 Eoin Whelan
Job title: Customer service administrator
Associated: False
Socials: https://linkedin.com/in/eoin-whelan-9a516b30
5.18.1 Eoin Whelan’s working period at research and markets
5.18.2 Gantt plot of Eoin Whelan’s experience
5.19 Gerard Iveagh
Job title: Publisher relations manager
Associated: False
Socials: https://linkedin.com/in/gerard-iveagh-b2561a12
5.19.1 Gerard Iveagh’s working period at research and markets
5.19.2 Gantt plot of Gerard Iveagh’s experience
5.20 Gino Perfetti
Job title: Web developer
Associated: True
Socials: https://linkedin.com/in/gino-perfetti-57b537b | https://linkedin.com/in/ginoperfetti
5.20.1 Gino Perfetti’s working period at research and markets
5.20.2 Gantt plot of Gino Perfetti’s experience
5.21 Hayley Kavanagh
Job title: Content team lead
Associated: True
Socials: https://linkedin.com/in/hayley-kavanagh-96ba0674 | https://facebook.com/hayley.kavanagh.58
5.21.1 Hayley Kavanagh’s working period at research and markets
5.21.2 Gantt plot of Hayley Kavanagh’s experience
5.22 Iriqa Reed
Job title: Research manager - project incharge
Associated: True
Socials: https://linkedin.com/in/iriqa-reed-7290aaba
5.22.1 Iriqa Reed’s working period at research and markets
5.22.2 Gantt plot of Iriqa Reed’s experience
5.23 Jack Mulley
Job title: Content administrator
Associated: True
Socials: https://linkedin.com/in/jackmulley
5.23.1 Jack Mulley’s working period at research and markets
5.23.2 Gantt plot of Jack Mulley’s experience
5.24 Jekwu Ibezim
Job title: Management staff
Associated: True
Socials: https://linkedin.com/in/jekwu-ibezim-b37433101 | https://facebook.com/jekwu.ibezim
5.24.1 Jekwu Ibezim’s working period at research and markets
5.24.2 Gantt plot of Jekwu Ibezim’s experience
5.25 Jerry Moloney
Job title: Ict and software development manager
Associated: True
Socials: https://linkedin.com/in/jerry-moloney-ab53a87 | https://twitter.com/jerrymoloney | https://linkedin.com/in/jerrymoloney1
5.25.1 Jerry Moloney’s working period at research and markets
5.25.2 Gantt plot of Jerry Moloney’s experience
5.26 Jillian Lees
Job title: Web content administrator and database administrator
Associated: False
Socials: https://facebook.com/jill.quinn28 | https://linkedin.com/in/jillian-lees-19bb7275
5.26.1 Jillian Lees’s working period at research and markets
5.26.2 Gantt plot of Jillian Lees’s experience
5.27 Justyna Wieczorkowska
Job title: Business account executive
Associated: True
Socials: https://linkedin.com/in/justyna-wieczorkowska | https://twitter.com/ginger_justa | https://linkedin.com/in/justyna-wieczorkowska-879287130
5.27.1 Justyna Wieczorkowska’s working period at research and markets
5.27.2 Gantt plot of Justyna Wieczorkowska’s experience
5.28 Karl Cullen
Job title: Direct marketing executive and lead generation specialist
Associated: False
Socials: https://facebook.com/karl.cullen.16 | https://linkedin.com/in/karlcullenirl
5.28.1 Karl Cullen’s working period at research and markets
5.28.2 Gantt plot of Karl Cullen’s experience
5.29 Lisa Keaveney
Job title: Senior content administrator
Associated: True
Socials: https://linkedin.com/in/lisa-keaveney-5855a7119 | https://linkedin.com/in/lisakeaveney
5.29.1 Lisa Keaveney’s working period at research and markets
5.29.2 Gantt plot of Lisa Keaveney’s experience
5.30 Liviu Manolache
Job title: Software developer
Associated: True
Socials: https://linkedin.com/in/liviu-manolache-32708b58
5.30.1 Liviu Manolache’s working period at research and markets
5.30.2 Gantt plot of Liviu Manolache’s experience
5.31 Marie Fitzgerald
Job title: Marketing assistant
Associated: True
Socials: https://linkedin.com/in/marie-fitzgerald-533a1712
5.31.1 Marie Fitzgerald’s working period at research and markets
5.31.2 Gantt plot of Marie Fitzgerald’s experience
5.32 Meraj Hoda
Job title: Senior relationship executive
Associated: True
Socials: https://linkedin.com/in/meraj-hoda-1127a532
5.32.1 Meraj Hoda’s working period at research and markets
5.32.2 Gantt plot of Meraj Hoda’s experience
5.33 Michele Di Benedetto
Job title: Web developer
Associated: False
Socials: https://gravatar.com/michele2013 | https://linkedin.com/in/michele-di-benedetto-25003720 | https://github.com/michele2014 | https://klout.com/michele02003546 | https://twitter.com/michele02003546
5.33.1 Michele Di Benedetto’s working period at research and markets
5.33.2 Gantt plot of Michele Di Benedetto’s experience
5.34 Micheál Stack
Job title: Direct marketing executive
Associated: True
Socials: https://linkedin.com/in/micheál-stack-1b5698150
5.34.1 Micheál Stack’s working period at research and markets
5.34.2 Gantt plot of Micheál Stack’s experience
5.35 Neil Batt
Job title: Global sales manager
Associated: True
Socials: https://linkedin.com/in/neil-batt-473440a
5.35.1 Neil Batt’s working period at research and markets
5.35.2 Gantt plot of Neil Batt’s experience
5.36 Nikki Stevenson
Job title: Publisher relations executive
Associated: True
Socials: https://linkedin.com/in/nikki-stevenson-940477161
5.36.1 Nikki Stevenson’s working period at research and markets
5.36.2 Gantt plot of Nikki Stevenson’s experience
5.37 Patrick O’Gorman
Job title: Content team lead
Associated: False
Socials: https://linkedin.com/in/patrick-o-gorman-bab45767
5.37.1 Patrick O’Gorman’s working period at research and markets
5.37.2 Gantt plot of Patrick O’Gorman’s experience
5.38 Paul Broe
Job title: Development team lead
Associated: False
Socials: https://linkedin.com/in/paul-broe-62171a25
5.38.1 Paul Broe’s working period at research and markets
5.38.2 Gantt plot of Paul Broe’s experience
5.39 Peter Carroll
Job title: Content administrator
Associated: False
Socials: https://linkedin.com/in/peter-carroll-84a30735
5.39.1 Peter Carroll’s working period at research and markets
5.39.2 Gantt plot of Peter Carroll’s experience
5.40 Ronan Redmond
Job title: Digital marketing executive
Associated: True
Socials: https://linkedin.com/in/ronan-redmond-16280344
5.40.1 Ronan Redmond’s working period at research and markets
5.40.2 Gantt plot of Ronan Redmond’s experience
5.41 Ryan Kelty
Job title: Business account executive
Associated: False
Socials: https://linkedin.com/in/ryan-kelty-539755113 | https://facebook.com/ryankelty
5.41.1 Ryan Kelty’s working period at research and markets
5.41.2 Gantt plot of Ryan Kelty’s experience
5.42 Sami Donovan
Job title: Selector
Associated: True
Socials: https://linkedin.com/in/sami-donovan-087540111
5.42.1 Sami Donovan’s working period at research and markets
5.42.2 Gantt plot of Sami Donovan’s experience
5.43 Selene Perotto
Job title: Direct marketing executive
Associated: True
Socials: https://linkedin.com/in/selene-perotto | https://linkedin.com/in/selene-perotto-381896116 | https://facebook.com/selene.perotto
5.43.1 Selene Perotto’s working period at research and markets
5.43.2 Gantt plot of Selene Perotto’s experience
5.44 Shane Devane
Job title: Scrummaster and it team lead and senior software developer
Associated: True
Socials: https://linkedin.com/in/shane-devane-b902002a | https://facebook.com/shanedevane | https://youtube.com/user/shanedevane2 | https://github.com/shanedevanew | https://twitter.com/newslinn | https://linkedin.com/in/shanedevane | https://linkedin.com/in/shane-devane-9012002a
5.44.1 Shane Devane’s working period at research and markets
5.44.2 Gantt plot of Shane Devane’s experience
5.45 Shane Hopkins
Job title: Publisher relations executive
Associated: True
Socials: https://linkedin.com/in/shane-hopkins-26a6629a
5.45.1 Shane Hopkins’s working period at research and markets
5.45.2 Gantt plot of Shane Hopkins’s experience
5.46 Siobhan Davis
Job title: Content administrator at research and markets
Associated: True
Socials: https://linkedin.com/in/siobhan-davis-71816a30
5.46.1 Siobhan Davis’s working period at research and markets
5.46.2 Gantt plot of Siobhan Davis’s experience
5.47 Siobhan Rosler
Job title: Taxonomist
Associated: True
Socials: https://twitter.com/siobhr | https://linkedin.com/in/siobhan-rosler-9a249467
5.47.1 Siobhan Rosler’s working period at research and markets
5.47.2 Gantt plot of Siobhan Rosler’s experience
5.48 Thibault Montagne
Job title: Marketing executive and customer success manager
Associated: True
Socials: https://linkedin.com/in/thibault-montagne-a0401111a
5.48.1 Thibault Montagne’s working period at research and markets
5.48.2 Gantt plot of Thibault Montagne’s experience
5.49 Thomas Egan
Job title: Order administrator
Associated: True
Socials: https://linkedin.com/in/thomas-egan-8696081a | https://linkedin.com/in/thomas-egan-b4961325